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This paper presents different methodologies to estimate water quality parameters which are chemical oxygen demand (COD), ammonia nitrogen (NH3-H), total nitrogen (TN) and total phosphorus (TP) concentration in Lake Cihu, Huangshi, from high resolution satellite remote sensing data, based on multiple regression and artificial neural networks (ANNs).